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Since this was our first time organizing such a big event, I was a bit concerned we couldn’t pull it off, but we did, and we did so with a full house. Bringing together so many exceptional speakers, researchers, and practitioners in one place generated the kind of positive energy and knowledge-sharing that pushes our entire industry forward. The discussions, the debates, the learnings – it was exactly what we hoped for when we set out to create this event. I'm grateful to everyone who attended and contributed to making HackAIcon such a success.",[],{"_key":860,"_type":23,"children":861,"markDefs":874,"style":32},"59c356fb4921",[862,866,870],{"_key":863,"_type":27,"marks":864,"text":865},"8ad522a18d84",[],"My talk focused on something we've been deeply invested in at Ethiack: ",{"_key":867,"_type":27,"marks":868,"text":869},"d111b73170e1",[29],"building autonomous hackbots that can take penetration testing to the next level",{"_key":871,"_type":27,"marks":872,"text":873},"a76d5e14a4e1",[],". 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The key is balancing accuracy, creativity, speed, and cost. More creative models (or higher temperature settings) offer flexible solutions but are prone to hallucinations. 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Well-designed prompts provide better results, incorporate deterministic constraints to prevent out-of-scope activities, and remain adaptable across different scenarios.",[],{"_key":1060,"_type":23,"children":1061,"level":469,"listItem":961,"markDefs":1070,"style":32},"a55f31906eb3",[1062,1066],{"_key":1063,"_type":27,"marks":1064,"text":1065},"c1de317afb1e",[29],"The Tools:",{"_key":1067,"_type":27,"marks":1068,"text":1069},"e448d5a87561",[]," Tools extend the agent's capabilities beyond reasoning. They can provide access to the Internet with a headless browser, databases, knowledge bases and enable actual testing actions like executing commands or sending requests, and validating findings. Think of it as giving the hackbot a virtual machine or API access to interact with the real world.",[],{"_key":1072,"_type":23,"children":1073,"markDefs":1078,"style":1079},"0fde2bf31577",[1074],{"_key":1075,"_type":27,"marks":1076,"text":1077},"d6734925e419",[],"Safety Through Guardrails",[],"h2",{"_key":1081,"_type":23,"children":1082,"markDefs":1087,"style":32},"e023791544ca",[1083],{"_key":1084,"_type":27,"marks":1085,"text":1086},"ece35589cf0a",[],"Here's the critical part: AI agents that interact directly with systems can cause serious damage if not properly controlled. We've all seen reports of AI coding assistants accidentally deleting project folders or local databases. In penetration testing, the stakes are even higher.",[],{"_key":1089,"_type":23,"children":1090,"markDefs":1095,"style":32},"520a646d2893",[1091],{"_key":1092,"_type":27,"marks":1093,"text":1094},"0bc4adad7b58",[],"We implemented three layers of guardrails that reduce the probability of destructive actions to nearly zero:",[],{"_key":1097,"_type":23,"children":1098,"level":469,"listItem":961,"markDefs":1107,"style":32},"a5fb9bc7eb95",[1099,1103],{"_key":1100,"_type":27,"marks":1101,"text":1102},"ad3848b39685",[29],"Prompt Level:",{"_key":1104,"_type":27,"marks":1105,"text":1106},"893a94ee8cd6",[]," Clear instructions and examples defining what's safe, ethical, and acceptable behavior",[],{"_key":1109,"_type":23,"children":1110,"level":469,"listItem":961,"markDefs":1119,"style":32},"fbfbff78023d",[1111,1115],{"_key":1112,"_type":27,"marks":1113,"text":1114},"936e8bd71808",[29],"Deterministic Filters:",{"_key":1116,"_type":27,"marks":1117,"text":1118},"9c8b98011d4d",[]," Rule-based checks, regular expressions, and LLM firewalls that enforce structured policies",[],{"_key":1121,"_type":23,"children":1122,"level":469,"listItem":961,"markDefs":1131,"style":32},"54518116a04c",[1123,1127],{"_key":1124,"_type":27,"marks":1125,"text":1126},"90a2968fef14",[29],"Agentic Layer: ",{"_key":1128,"_type":27,"marks":1129,"text":1130},"e54d3766d4e5",[],"A separate agent evaluates what the original agent is attempting, ensuring alignment with goals",[],{"_key":1133,"_type":23,"children":1134,"markDefs":1139,"style":32},"be14e4cb59ab",[1135],{"_key":1136,"_type":27,"marks":1137,"text":1138},"4c66e0a99364",[],"In early testing, our team had to babysit the hackbot 24/7. Now, with these guardrails in place, we can let it run autonomously and review traces after execution.",[],{"_key":1141,"_type":23,"children":1142,"markDefs":1147,"style":1079},"ab327a35d13e",[1143],{"_key":1144,"_type":27,"marks":1145,"text":1146},"1148a4b640bc",[],"Show and Tell: Hackian in Action",[],{"_key":1149,"_type":23,"children":1150,"markDefs":1155,"style":32},"929973e97529",[1151],{"_key":1152,"_type":27,"marks":1153,"text":1154},"e3aae7128180",[],"During my presentation, we had the first-ever show and tell from a hackbot. We generated a video from a trace where Hackian, our autonomous agent, walked through two critical vulnerabilities it discovered during the DEFCON Bug Bounty Village CTF.",[],{"_key":1157,"_type":23,"children":1158,"markDefs":1164,"style":32},"f541c59f9a70",[1159],{"_key":1160,"_type":27,"marks":1161,"text":1163},"c7ee7efda211",[1162],"7e18804ad753","https://x.com/ethiack/status/1974165048810779131",[1165],{"_key":1162,"_type":1166,"href":1163,"to":1167},"link",{"_key":1162,"_type":11,"href":1163,"type":11},{"_key":1169,"_type":23,"children":1170,"markDefs":1175,"style":32},"12dab91e4e3d",[1171],{"_key":1172,"_type":27,"marks":1173,"text":1174},"6911aec1b080",[],"Vulnerability 1 - Command Injection: Hackian discovered a debug endpoint executing ps aux commands. Through systematic fuzzing, it found the magic parameter and injection technique to break out of a grep context and achieve remote code execution.",[],{"_key":1177,"_type":23,"children":1178,"markDefs":1183,"style":32},"c030607ffce2",[1179],{"_key":1180,"_type":27,"marks":1181,"text":1182},"7d2175718e6c",[],"Vulnerability 2 - Arbitrary File Read: The analyzed endpoint was using Clojure's slurp function to read file paths directly from the HTTP request body without validation. This was completely unintended by the organizers, so Hackian found a bug they didn't know existed.",[],{"_key":1185,"_type":23,"children":1186,"markDefs":1191,"style":883},"299286aa7b16",[1187],{"_key":1188,"_type":27,"marks":1189,"text":1190},"00db24a00b72",[],"Humans and Hackbots: Stronger, Together",[],{"_key":1193,"_type":23,"children":1194,"markDefs":1199,"style":32},"9a4efde5ce8c",[1195],{"_key":1196,"_type":27,"marks":1197,"text":1198},"ef3c53068d5e",[],"Here's what surprised me: when I participated in the same DEFCON challenge before deploying Hackian, I found completely different vulnerabilities. The RCE that Hackian discovered wasn't found by any human participant. Meanwhile, I found more flags than Hackian, but they were entirely different vulnerability classes.",[],{"_key":1201,"_type":23,"children":1202,"markDefs":1207,"style":32},"38a60172a9c9",[1203],{"_key":1204,"_type":27,"marks":1205,"text":1206},"6d8779e85d7a",[],"This proves what we believe at Ethiack: humans and automation aren't competitors. They're complementary. While the design of Hackian intends to mimic a human hacker, we keep working with our force of Ethical Hackers to deliver depth and natural creativity to our pentesting efforts.",[],{"_key":1209,"_type":23,"children":1210,"markDefs":1215,"style":883},"3ff6544c3f2c",[1211],{"_key":1212,"_type":27,"marks":1213,"text":1214},"7ca6100972b9",[],"The Impact So Far",[],{"_key":1217,"_type":23,"children":1218,"markDefs":1223,"style":32},"67ab59c5ec1b",[1219],{"_key":1220,"_type":27,"marks":1221,"text":1222},"d521648ba986",[],"Our results speak to the impact and viability of this approach:",[],{"_key":1225,"_type":23,"children":1226,"level":469,"listItem":961,"markDefs":1231,"style":32},"4c90f59f20cc",[1227],{"_key":1228,"_type":27,"marks":1229,"text":1230},"0d6ffab3d4e5",[],"99.5% accuracy in finding vulnerabilities",[],{"_key":1233,"_type":23,"children":1234,"level":469,"listItem":961,"markDefs":1239,"style":32},"f9d4424cf7ea",[1235],{"_key":1236,"_type":27,"marks":1237,"text":1238},"6ec9586cc3d6",[],"200+ different vulnerability classes discovered (CWEs)",[],{"_key":1241,"_type":23,"children":1242,"level":469,"listItem":961,"markDefs":1247,"style":32},"94e1cf0e0018",[1243],{"_key":1244,"_type":27,"marks":1245,"text":1246},"d141122f1c2b",[],"75% of PortSwigger Labs solved autonomously",[],{"_key":1249,"_type":23,"children":1250,"level":469,"listItem":961,"markDefs":1255,"style":32},"4ace551a158b",[1251],{"_key":1252,"_type":27,"marks":1253,"text":1254},"a4c5b7210d97",[],"100k+ real vulnerabilities found on the internet with clear proof of concept",[],{"_key":1257,"_type":23,"children":1258,"markDefs":1263,"style":883},"a3bf81b28357",[1259],{"_key":1260,"_type":27,"marks":1261,"text":1262},"8b81b20f518c",[],"Key Takeaways",[],{"_key":1265,"_type":23,"children":1266,"markDefs":1271,"style":32},"80ece2b0512e",[1267],{"_key":1268,"_type":27,"marks":1269,"text":1270},"7cbb80cdb476",[],"As attack surfaces grow exponentially, driven by AI-accelerated development and increasing technical debt, security must scale accordingly. That applies to both defensive and offensive operations.",[],{"_key":1273,"_type":23,"children":1274,"markDefs":1279,"style":32},"0292d69e0c46",[1275],{"_key":1276,"_type":27,"marks":1277,"text":1278},"cc01a212f1bb",[],"The future of security isn't about replacing human hackers with AI. It’s about having AI responding quickly to attack vectors and conducting continuous testing, while humans do a deeper research. Criminals keep improving their methods, and we must follow. The battle for Inter",[],{"_key":1281,"_type":23,"children":1282,"markDefs":1287,"style":32},"2cc0b42b4f15",[1283],{"_key":1284,"_type":27,"marks":1285,"text":1286},"8bac159e3d2f",[],"net security and privacy won't be won by hoping for the best. It'll be won by sharing what we know, building smarter tools, and fighting every day for an Internet that's actually free and secure. Not just for some. For everyone.",[],{"_key":1289,"_type":23,"children":1290,"markDefs":1295,"style":32},"40f6e8a8db2a",[1291],{"_key":1292,"_type":27,"marks":1293,"text":1294},"ee563819d0fd",[],"We're still early in this journey, but the possibilities are exciting. If you're interested in learning more about autonomous security testing or meeting Hackian, drop me a message.",[],{"_key":1297,"_type":23,"children":1298,"markDefs":1303,"style":32},"85993fb246f3",[1299],{"_key":1300,"_type":27,"marks":1301,"text":1302},"e10d907ed3e1",[],"Until next time,\nAndré Baptista 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